Not Every Improvement Needs a New Skill
Before adding another Skill, determine whether the request needs a patch, a checklist, a reusable capability, or a genuinely separate boundary.
AI & Software
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03/JOURNAL
Journal
Dated writing on operations, products, software, and decisions. Browse by category or tag.
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The Chat Ended. The Project Didn't.
Long-running work needs a durable checkpoint, a decision trail, and one safe next action that survives the chat window.
AI & Software
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Who Gets the Final Word in an AI Team?
A useful AI team separates the roles of routing, doing, reviewing, and authorizing rather than pretending every agent has final authority.
AI & Software
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The Skill Already Exists. Is Another Copy the Answer?
When the same Skill exists across personal and shared workspaces, creating another copy can hide the real version problem.
AI & Software
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A Skill Has a Name. But Does It Have an Identity?
Naming an AI capability is easy. Knowing its owner, boundaries, lifecycle and shutdown path takes more thought.
AI & Software
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Three Words for Trust: PASS, CONDITIONAL, BLOCKED
Three simple outcomes can help separate verified work, conditional progress, and genuine blockers—without hiding uncertainty.
AI & Software
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Why a File Named FINAL Isn't Final
Version names, current-source identity, and actual release evidence are different things—and confusing them multiplies uncertainty.
AI & Software
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Does a Green Test Prove the System Works?
A passing static check isn't the same evidence as a working application, a browser test, or a verified production release.
AI & Software
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A Workspace Without a Map Is a Maze
When files, specialists, and decisions multiply, a workspace needs a map of relationships rather than just a bigger folder tree.
AI & Software
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Can a ZIP File Carry Trust?
A package can carry manifests, file hashes, and provenance—but those are not the same as proving its software works.
AI & Software
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A Hundred Experts. Who Chooses the Right One?
As AI specialists multiply, choosing the right owner becomes as important as the quality of any individual expert.
AI & Software
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Is Another Expert Really Progress?
The urge to create a new AI expert for every problem—and the discipline of improving the system before expanding it.
AI & Software
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